What Is an MCP Eval? Why Your Server Passes Every Test and Still Fails
📖 TL;DR An MCP eval is a realistic task a model must complete using only your server's tools —...
#Benchmark
1677 articles tagged with Benchmark
A Free Model Endpoint Is an Environment, Not a Benchmark: Pin Your Prompt Contract Before You Score It
The first thing to accept when you point an evaluation harness at a free model endpoint is that you...
📊 Llama 3.1 Instruct 8B — the actual numbers GPQA: 25.9% MMLU-Pro: 47.6% Humanity's Last Exam: 5.3% Long Context Reasoni...
📊 Llama 3.1 Instruct 8B — the actual numbers GPQA: 25.9% MMLU-Pro: 47.6% Humanity's Last Exam: 5.3% Long Context Reasoning: 18%💰 264.3 intelligence points per dollarMeasured indepe...
🤖 Can AI Benchmark be faked? If yes, how?I actually just hear something about "Benchmaxxing" so I REALLY wonder if AI Be...
🤖 Can AI Benchmark be faked? If yes, how?I actually just hear something about "Benchmaxxing" so I REALLY wonder if AI Benchmark can be faked, I though it was kinda impossible becau...
Najnowszy benchmark przygotowany przez MBZUAI ujawnia, że modele językowe wciąż nie radzą sobie z dialektami arabskimi, ...
Najnowszy benchmark przygotowany przez MBZUAI ujawnia, że modele językowe wciąż nie radzą sobie z dialektami arabskimi, co utrudnia ich realne wdrożenie na Bliskim Wschodzie. #si #...
Chinese AI startup Zhipu said its new GLM-5.3 model outperformed Anthropic’s Mythos 5 in a key cybersecurity benchmark a...
Chinese AI startup Zhipu said its new GLM-5.3 model outperformed Anthropic’s Mythos 5 in a key cybersecurity benchmark and closed the gap on coding capabilitiesSource: Semafor Afri...
SearchAuditor fixes 32% of AI agent failures, benchmark showsNew benchmark of 1,243 failed agent runs shows even GPT-5.5...
SearchAuditor fixes 32% of AI agent failures, benchmark showsNew benchmark of 1,243 failed agent runs shows even GPT-5.5 auditors fix only 26.6%, with SearchAuditor at 32.3%, a war...
I published our agent-security benchmark, including the attacks we fail to catch
Every company building AI agent security publishes a detection rate. We were doing it. The problem is...
Naukowcy z MBZUAI opracowali ArabCulture-Dialogue – pionierski benchmark, który ujawnił poważne luki w kompetencjach jęz...
Naukowcy z MBZUAI opracowali ArabCulture-Dialogue – pionierski benchmark, który ujawnił poważne luki w kompetencjach językowych AI. Choć czołowe modele świetnie rozpoznają normy ku...
UAE researchers develop first benchmark for AI across 13 Arab dialectsSource: Gulf News Technologyhttps://gulfnews.com/u...
UAE researchers develop first benchmark for AI across 13 Arab dialectsSource: Gulf News Technologyhttps://gulfnews.com/uae/uae-researchers-develop-first-benchmark-for-ai-across-13-...
Why does Opus 5 feel worse to work with?"Real life just isn't a benchmark. There isn't a guaranteed right answer to ever...
Why does Opus 5 feel worse to work with?"Real life just isn't a benchmark. There isn't a guaranteed right answer to every question, nor even a set of right answers, and with real-l...
Enfin un benchmark LLM sur du vrai code Rails : 8 modèles, 21 tâches, 3 runs. Claude Opus 5 précis à 92%, GPT-5.6 Luna r...
Enfin un benchmark LLM sur du vrai code Rails : 8 modèles, 21 tâches, 3 runs. Claude Opus 5 précis à 92%, GPT-5.6 Luna résout 73% pour 91 centimes. Ce qui sépare les modèles : util...
I checked 30 frontier model cards. Here are the benchmarks labs reportArticle URL: https://koutian.is-a.dev/benchmark-ra...
I checked 30 frontier model cards. Here are the benchmarks labs reportArticle URL: https://koutian.is-a.dev/benchmark-radar/?view=leaderboard Comments URL: https://news.ycombinator...
Open-Weight Model Benchmark Harness: Test Cheaper Models Before You Route Traffic
Build an open-weight model benchmark harness to test Qwen-class models on real tasks before routing production AI traffic or cutting model cost.
【QIMMA قِمّة ⛰: 品質第一のアラビア語LLMリーダーボード】https://huggingface.co/blog/tiiuae/qimma-arabic-leaderboard※AI生成の自動投稿（見出し＋リンク）#AI #...
【QIMMA قِمّة ⛰: 品質第一のアラビア語LLMリーダーボード】https://huggingface.co/blog/tiiuae/qimma-arabic-leaderboard※AI生成の自動投稿（見出し＋リンク）#AI #生成AI #LLM #AIGenerated
【Open ASR リーダーボードに Benchmaxxer Repellant を追加】https://huggingface.co/blog/open-asr-leaderboard-private-data※AI生成の自動投稿（見出し...
【Open ASR リーダーボードに Benchmaxxer Repellant を追加】https://huggingface.co/blog/open-asr-leaderboard-private-data※AI生成の自動投稿（見出し＋リンク）#AI #生成AI #LLM #AIGenerated
"🤗 While Qwen/Qwen3.8-27B just gothttps://olud.ai/#leaderboard#OpenSource #AI #HuggingFace
"🤗 While Qwen/Qwen3.8-27B just gothttps://olud.ai/#leaderboard#OpenSource #AI #HuggingFace
explanation、冗談でしょう？An eval harness found what qualitative review couldn't: AI models are most confident when wrong https...
explanation、冗談でしょう？An eval harness found what qualitative review couldn't: AI models are most confident when wrong https://venturebeat.com/orchestration/an-eval-harness-found-what-...
The Important Part of Anthropic's Risk Report Is the Benchmark That Stopped Moving
Anthropic's August risk report matters less for its risk-label bump than for one practical warning: its AI R&D evals have saturated.
MBZUAI develops landmark benchmark to bridge cultural, dialect gap in Arabic AI
Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) is pioneering research to refine artificial intelligence so that systems can genuinely grasp Arab culture and navig...
📦 Fresh on the leaderboard: Seed-2.0-Code (ByteDance Seed)Context: 262.1k tokens · $0.5 in / $3 out per 1M · commercialA...
📦 Fresh on the leaderboard: Seed-2.0-Code (ByteDance Seed)Context: 262.1k tokens · $0.5 in / $3 out per 1M · commercialAll the latest models, tracked hourly:https://olud.ai/latest....
That wordpress compromise earlier in the week has triggered a complete re-eval of my container host. Ive been spending a...
That wordpress compromise earlier in the week has triggered a complete re-eval of my container host. Ive been spending all of my extra time this week re-evaluating how i run contai...
📊 Llama 3.2 Instruct 90B (Vision) — the actual numbers GPQA: 43.2% MMLU-Pro: 67.1% Humanity's Last Exam: 4.5% LiveCodeBe...
📊 Llama 3.2 Instruct 90B (Vision) — the actual numbers GPQA: 43.2% MMLU-Pro: 67.1% Humanity's Last Exam: 4.5% LiveCodeBench: 21.4%Measured independently, not self-reported →https:/...
New benchmark confirms AI models still perform poorly at visual perceptionSource: The Decoder AIhttps://the-decoder.com/...
New benchmark confirms AI models still perform poorly at visual perceptionSource: The Decoder AIhttps://the-decoder.com/new-benchmark-confirms-ai-models-still-perform-poorly-at-vis...